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システム/制御/情報 Vol. 33 (2020), No. 10

ISIJ International
belloff
オンライン版ISSN: 2185-811X
冊子版ISSN: 1342-5668
発行機関: THE INSTITUTE OF SYSTEMS, CONTROL AND INFORMATION ENGINEERS (ISCIE)

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  1. Vol. 37 (2024)

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  33. Vol. 5 (1992)

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  37. Vol. 1 (1988)

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キーワードランキング

16 May. (Last 30 Days)

システム/制御/情報 Vol. 33 (2020), No. 10

Simplification of RNN and Its Performance Evaluation in Machine Translation

Tomohiro Fujita, Zhiwei Luo, Changqin Quan, Kohei Mori

pp. 267-274

DOI:

10.5687/iscie.33.267

抄録

In this paper, we study on simplification of RNN and propose new structures which enable faster learning to improve the performance while reducing the number of learning parameters. We construct 4 types of RNNs with new gated structures and call these new RNNs “SGR (Simple Gated RNN)”. SGR have two or one gate and weight or no weight for input. Comparison studies are performed to verify the effectiveness of our proposal. As a result of machine translation in relatively small corpus, compared with LSTM and GRU, our proposed SGR can realize higher scores than LSTM and GRU. Furthermore, SGR can realize faster learning approximately 1.7 times than GRU. However, with the increase of learning layers and weights for input, the learning scores of SGR seems not increase as much as we expected, which should be studied in our future work. It is necessary to analyze in more detail a performance in larger dataset and a performance difference due to multi-layering, weight for input and the number of gates.

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製造業の複数主体間における信用度を考慮した受発注計画手法の一提案

山下 健, 貝原 俊也, 藤井 信忠, 國領 大介, 梅田 豊裕, 井筒 理人

pp. 275-282

DOI:

10.5687/iscie.33.275

抄録

Manufacturing industry includes multiple business organizations having different decision criterion such as factories, salespersons and customers. It is important to maximize the overall profit while considering the objectives of each organization by appropriate adjustment. We previously proposed the order planning method using indicators of “credibility” that is defined by tardiness. On the other hand, adjusting order quantity is also necessary to decrease tardiness. In this study, the order planning method with considering credibility and order quantity is extended. Several computer experiments are conducted so as to evaluate the effectiveness of the proposed approach.

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製造業の複数主体間における信用度を考慮した受発注計画手法の一提案

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